AI Archives - Association Analytics https://associationanalytics.com/topic/ai/ Leader in BI for Associations Tue, 21 Jan 2025 21:41:55 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://associationanalytics.com/wp-content/uploads/2021/06/cropped-android-chrome-512x512-1-1-32x32.png AI Archives - Association Analytics https://associationanalytics.com/topic/ai/ 32 32 The Dream – And Reality – Of Artificial Intelligence https://associationanalytics.com/blog/the-dream-and-reality-of-ai/ Tue, 21 Jan 2025 21:41:55 +0000 https://associationanalytics.com/?p=5325 The opportunity AI represents for the association industry is incredible. But it's not magic, and associations should know what they're getting into before heading down this amazing new path.

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It’s no secret – artificial intelligence is all the rage in the association industry. Every conference and trade show has at least a handful of sessions on the subject, and most any technology solution provider is working to incorporate some level of generative machine learning into their existing platforms, Those that haven’t done it already, at any rate. Industry publications are telling stories of how association pros are wanting to or succeeding in incorporating AI into their day-to-day. Which is great! For an industry that has been at times on the back foot in innovation, seeing this enthusiasm for change and groundbreaking tech is encouraging. It’s important to be realistic though. As incredible as AI evangelists make the tech seem, there’s the dream of what’s promised and there’s the reality of what’s possible, and associations need to reckon with that.

What’s Possible

The promise of what artificial intelligence tools as they currently exist can do is certainly intriguing. Whether it’s more straightforward things like content creation – having ChatGPT write a blog post for you – or assistance with optimizing events and the member experience, there’s hope that associations can save time and deliver on the value proposition like never before. Not to mention all the “agents” that software tools like Salesforce are launching, chatbots that can answer questions clients or members have without having to pull a human from their mission-critical work. Salesforce promises that AgentForce can help with account updates, knowledge management (providing FAQs and educational materials to those who want it) or upselling, effectively being a valuable digital member of the staff. Pretty great!

According to Amex GBT Meetings & Events’ Global Meetings and Events Forecast and a recent article in Associations Now, a core AI for the organizations dabbling in it is matchmaking between sponsors and attendees. Keeping sponsors happy has always been of paramount importance for associations, and this makes that whole process easier. Now, attendees can be automatically linked up based on their various attributes, and sponsors can know ahead of time what to expect. Others are looking at sustainability improvements assisted with AI as well as discerning a quality location or venue. These insights and goals are communicated mainly through survey so just how this is being done is unclear, but it remains true that event organizers are bullish on what AI can do.

Similarly, leadership sees artificial intelligence as a great tool to bolster their organizational stewardship. A recent Salesforce study noted that executives believe much of the value in AI comes from efficiencies that can drive productivity growth. In essence, time saved, one of the constant needs of any association. As mentioned above, Some industry execs have the dream of creating some kind of automated chatbot with all their historical data in there, acting as a 24-hour helpline for members with questions. Much the way people ask ChatGPT and other LLMs questions about Superman versus Captain Marvel or to write a story involving Walter White and Tom Brady solving crimes Scooby-Doo style, this would be a tool that helps members solve questions and problems within their professional day-to-day.

What’s Now

Many AI tools have great potential value, but quite simply there’s no silver bullet out there. On top of that, typically, when people start considering incorporating these technologies into their operations, there can be little beyond “doing AI”, with no clear follow-up. There are tools out there with great promise, and companies like Open AI claim they’re going to save the world in some way or other, but the real returns aren’t exactly SkyNet.

The content creation aspect can be an attractive prospect, but it runs the risk of de-legitimizing whatever organization leans too heavily on it. Associations, being largely legacy organizations with a reputation built on decades of stewardship and service, need to protect that reputation. More and more we read articles about “AI slop” that is filling up the Internet, AI-produced blogs and listicles or procedurally generated images that are completely fake, overwhelming social media feeds and aggregators. An article completely written by a machine – even backed by some kind of real information – lacks the insight of something written by an expert or even just a layman who has put thought into it. Hallucinations, the things these chatbots make up, can be potentially problematic at the least and dangerous at the worst. Stories of chatbots offering false information on discounts, Google’s AI tool telling people to eat rocks and other variously strange things, these are real issues that could hurt an association that isn’t careful. Turning content creation wholly over to the machine could be seen as a great option in the near term, but not considering the long-ranging impact will be a detriment to those that go down that road.

From an executive standpoint, there’s the undermining of the staff that could be an issue, as well. Many workers see AI as a valuable tool, but at the same time see it as a potential job eliminator. Recent scientific studies have shown that the prospect of this has real and marked impacts on the well-being and effectiveness of current employees. So while executives might read an article or two about the supposed benefits, or want to make a leap to being more AI driven, the reality can be damaging to the internal morale of the organization. Adding new tools to save time, but losing considerable institutional knowledge, can

Another very real impact is, if you want to use one of these popular LLMs, you risk the valuable data that associations are supposed to protect. The old adage of “if it’s free, you’re the product” has only been codified as the 21st century has worn on, and tools like Claude.ai and ChatGPT are no different. Sure, they’ll charge you money if you want to pay, but there’s nothing stopping them from including whatever is imported into their training models. Whether it’s malicious actors or hackers stealing it, the data being used for other peoples’ answers (the New York Times is suing Open AI for just this case) or their simply ignoring whatever they promised to protect, it’s not always the best choice to simply trust them blindly.

What’s Next

Artificial intelligence is a fascinating next step in the digital evolution our lives are facing. There’s a tremendous opportunity here for associations to be on the front foot, and see new ways to bolster their efforts. As earlier noted, the time saving potential alone is attractive enough to spend at least some time exploring what’s out there. But there is no simple solution, nothing is magic, and there are still major questions looming for the technology that need answers. Future conferences will be rife with sessions focusing on what could be, and as the tools we all use start implementing their own versions of AI, associations will have their opportunities to explore. Doing so with a weathered eye and a dash of skepticism though, that’s the smart approach.

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Data-Driven Strategies to Revolutionize Your Association’s Content Marketing https://associationanalytics.com/blog/data-driven-strategies-to-revolutionize-your-associations-content-marketing/ Mon, 07 Oct 2024 13:10:08 +0000 https://associationanalytics.com/?p=5289 Delivering content to association members is an ever-evolving practice. It's only become more complex and varied with new technologies and the changing ways that members want to be reached. This webinar explores a few of those tools and gives association professionals tips on how to change with the time and tap into the future of content marketing.

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The role of the marketer – particularly in associations, and especially focusing on content delivery – has changed drastically over the last decade, perhaps and only seems to be speeding up. Associations are facing an issue of an increasingly digitized membership, and need to roll with the times to make sure their messaging and content reach the right eyes and ears, at the right time. A recent Analytics in Action webinar, titled Embracing Data Analytics to Reinvent Your Content Marketing, delved into just this.

1. Personalized Content: Tailoring Messages for Maximum Impact

Creating highly personalized content using data and AI tools is crucial for engaging members effectively. During the webinar, Association Analytics VP of Strategy and Solutions Bill Conforti emphasized, “We’re talking more about like communications, right? The content that we’re gonna send, and who is going to receive it. How do we curate that message? How do we make that member feel validated and valued?”

Key components of this approach include:

  • Segmentation: Divide your audience based on demographics, behaviors, and preferences.
  • Data Integration: Ensure your data is collected, integrated, and optimized for analysis.
  • AI-Powered Content Creation: Use AI tools to craft personalized messages for each segment.
  • Dynamic vs. Static Personalization: Move beyond basic “merge and purge” methods to create more engaging, context-aware content.

Bill cautioned about data privacy, noting, “You can use the AI for the content creation, but if your organization has standards or practices around data security, make sure to anonymize somehow.” With how AI tools like ChatGPT or Claude.ai pull in all your data, it can be as simple as missing out on a checkbox and you’ve accidentally allowed them to aggregate with public data. So keep an eye on that.

This content personalization and curation is vital to associations, as members look more and more for the information that matters to them with having to work for it. Associations sit on a trove of valuable information as members look to grow their career and improve themselves, it’s the delivery that is the problem. With these new tools, there’s lots of new opportunity to fix that.

2. Make the Most of Predictive Analytics

Predictive tools are becoming a bit more common with associations, but they’re not ubiquitous yet. Smart associations are starting to see amazing insights though, and that shouldn’t be overlooked. Leveraging predictive analytics can help associations anticipate member needs and behaviors, and be the proactive organization that modern members are searching for. During the webinar, Bill highlighted the increased accessibility of these tools: “Associations have the data for it, they just haven’t taken the leap. There’s a growing list of them, whether Acumen or other more rudimentary tools, it’s a great option for associations to find actionable insights.”

This approach involves:

  • Utilizing various data inputs (profile data, engagement metrics, behavioral data, transactional data)
  • Applying predictive modeling to analyze churn risk, segment members, and recommend content
  • Generating actionable insights to inform targeted campaigns and personalized recommendations
  • Even without dedicated data scientists, associations can use cloud-based services to gain predictive insights.

Considering these tools as a resource specifically for marketing is a novel approach in its own right, but uniquely powerful. Typically people expect to take advantage of predictive tools to look at big activities – renewal, recruitment, or annual conference attendance – but increasingly it’s becoming easier to infer smaller steps, and more micro-engagements within the larger data model. If you have the right tools to do it, predictive analytics can unlock a host of benefits for staff and members alike.

3. Take Advantage of Content Automation Delivery

Time is any content marketer’s greatest asset. Whether saving time in their day-to-day, or building the precise cadence of outreach that will drive optimal engagment with their audience. This is where automation comes in. Automating content delivery ensures the right message reaches the right audience at the right time, every time. Bill explained, “We want to automate the matching and the delivery of the content. So we wanna leverage all of that evergreen content that we have. We want to build the experience that each member is looking for, and make it repeatable and effective.”

Making this process work isn’t a snap of the fingers, it’s going to take some work. Luckily, those steps are pretty easy to identify and take, even if the work involved can be a bit of a lift. They look something like this:

  • Developing a content taxonomy for structured categorization
  • Using AI-powered tagging to categorize content efficiently
  • Leveraging evergreen content (case studies, white papers, research reports)
  • Setting up automated delivery systems based on member profiles and behaviors
  • Repurposing existing content for different formats and audiences

It’s not a hard and fast process, but this is a good structure for any association to approach optimizing delivery of their content. Bill’s colleague Merritt shared an example: “We’re trying to find a way to repackage [case studies] for easier consumption. This is evergreen content like you said, but sometimes hard to digest because they’re seven, eight pages long. Repurposing segments for new persona-based outreach or re-targeting aspects of them to specific demographics can make old content new again, and have a whole new impact.”

Implementing these strategies doesn’t require a complete overhaul of existing systems. Bill encouraged an incremental approach: “We’re making improvements to how we automate. We’re making improvements to how we save time, and we are positioning ourselves and our organizations to take advantage when things like private LLMs and things are more affordable and more accessible to us.”

By focusing on personalization, predictive analytics, and content automation, associations can significantly enhance their content marketing efforts. These data-driven strategies allow for more targeted, efficient, and effective communication with members, ultimately driving engagement and value for the association.

The key takeaway is to start small, iterate, and continuously improve. By leveraging the power of data and AI, associations can create more impactful content marketing strategies that resonate with their members and support their organizational goals.

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